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Traf-O-Data: History, Companies, Art & Technology

Traf-O-Data was a business partnership between Bill Gates, Paul Allen and Paul Gilbert that existed in the 1970s. The objective was to read the raw data from roadway traffic counters and create reports for traffic engineers. The company had only modest success but the experience was instrumental in the creation of Microsoft Corporation a few years later.

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Traf-O-Data topic overview

The analysis highlights History, Companies, Art and Technology as prominent areas in the source structure around Traf-O-Data.

Related topics
17
Source areas
3
Connected nodes
20
Extracted relationships
26
Concept neighborhoods
13
Bridge connections
20

What this topic covers Research coverage

Source areas are shown by the number of related topics found in each part of the analysis. Use smaller areas too: they can reveal specialized angles and content gaps.

Hardware · 8 topics
History · 5 topics
Overview · 4 topics

Smaller areas are not necessarily less important. They contain fewer connections in this analysis and can be useful for finding specialized angles or coverage gaps.

Key facts & relationships

High-confidence facts extracted from structured source data. Use them as anchors for further research.

Founded
1972; 54 years ago (1972) Seattle, Washington, U.S.
Founders
Bill Gates Paul Allen Paul Gilbert
Industry
Transportation engineering
Headquarters
Seattle, Washington, U.S.
Defunct
1975; 51 years ago (1975)
Predecessor
None

Explore all related topics Closing gaps

Browse the complete topic structure, not only the most central items. Less prominent entities and concepts can reveal missing angles, specialized context and useful research gaps. Each item opens a new analysis centered on that subject.

Overview

History

Hardware

Advanced semantic analysis

Deeper signals for content research, entity SEO and topical coverage. The plain-language headings explain what each technical view is useful for.

How Traf-O-Data connects Entity context

The extracted context around Traf-O-Data shows recurring relationship patterns in the source. For example, Traf-O-Data → Allen, Control Data Corporation, Gates, It, Mary Gates Hall, Over, Paul Gilbert, Paul Wennberg, Since, The, The Intel, They, Triakis Corporation, University, UW Physics, Washington, Washington State University, Wennberg, Wes Prichard Another extracted example is Traf-O-Data → 1975; 51 years ago (1975). Use these groups to spot repeated connection types before inspecting the individual relationships.

Traf-O-Data

Top relations

related to Hardware · 19
Traf-O-Data → Allen, Control Data Corporation, Gates, It, Mary Gates Hall, Over, Paul Gilbert, Paul Wennberg, Since, The, The Intel, They, Triakis Corporation, University, UW Physics, Washington, Washington State University, Wennberg, Wes Prichard
Defunct · 1
Traf-O-Data → 1975; 51 years ago (1975)
Founded · 1
Traf-O-Data → 1972; 54 years ago (1972) Seattle, Washington, U.S.
Founders · 1
Traf-O-Data → Bill Gates Paul Allen Paul Gilbert
Headquarters · 1
Traf-O-Data → Seattle, Washington, U.S.
Industry · 1
Traf-O-Data → Transportation engineering
Predecessor · 1
Traf-O-Data → None
Successor · 1
Traf-O-Data → Microsoft

Important terminology

Use these terms to understand the vocabulary surrounding the topic, not as a checklist for keyword stuffing.

Important terminology

allen gates paul computer washington gilbert traffic data years bill tapes read later seattle time build university experience corporation microsoft

Traf-O-Data relationships Subject–Predicate–Object triples

TTTA extracted 26 structured relationships around Traf-O-Data. Examples in this analysis include Traf-O-Data → Defunct → 1975; 51 years ago (1975) and Traf-O-Data → Founded → 1972; 54 years ago (1972) Seattle, Washington, U.S.. The table shows each extracted connection, where it came from and its confidence.

SubjectPredicateObjectConfidenceSrc
Traf-O-DataDefunct1975; 51 years ago (1975)1.00infobox
Traf-O-DataFounded1972; 54 years ago (1972) Seattle, Washington, U.S.1.00infobox
Traf-O-DataFoundersBill Gates Paul Allen Paul Gilbert1.00infobox
Traf-O-DataHeadquartersSeattle, Washington, U.S.1.00infobox
Traf-O-DataIndustryTransportation engineering1.00infobox
Traf-O-DataPredecessorNone1.00infobox
Traf-O-DataSuccessorMicrosoft1.00infobox
Traf-O-Datarelated to HardwareThe0.60section
Traf-O-Datarelated to HardwareThe Intel0.60section
Traf-O-Datarelated to HardwareAllen0.60section
Traf-O-Datarelated to HardwareWashington State University0.60section
Traf-O-Datarelated to HardwareSince0.60section

Related concept clusters Concept neighborhoods

The concept neighborhoods around Traf-O-Data bring nearby vocabulary together. In this analysis, examples include Years, Built and Needed. Use the clusters to find adjacent concepts and terminology that may deserve separate research.

  • bill gates
    • Allen
    • Computer
    • Seattle
    • Paul
    • Gates
    • Gilbert
    • Washington
    • Data
    • 1970s
    • Ago
    • Bit
    • Microsoft
  • paul allen
    • Gates
    • Gilbert
    • Allen
    • Paul
    • Computer
    • Software
    • Bill
    • Data
    • Built
    • Needed
    • Seattle
    • Wennberg
  • control data corporation
    • Experience
    • Read
    • Wennberg
    • Tapes
    • Later
    • University
    • Could
    • Process
    • Computer
    • Hardware
    • Microsoft
    • Success
  • microsoft corporation
    • Experience
    • Wennberg
    • Years
    • Later
    • University
    • Ago
    • Success
    • Corporation
    • Hardware
    • Microsoft
    • Seattle
    • Washington
  • university of washington
    • University
    • Washington
    • Wennberg
    • Years
    • Traffic
    • Needed
    • Used
    • Computer
    • Time
    • Bit
    • Free
    • Processing
  • washington state university
    • University
    • Washington
    • Wennberg
    • Years
    • Traffic
    • Needed
    • Used
    • Computer
    • Time
    • Bit
    • Free
    • Processing
  • electrical engineering
    • Wennberg
    • Ago
    • Hardware
    • Washington
    • Seattle
    • Later
    • University
    • Years
    • Traf-o-data
    • Gilbert
    • Paul
    • Gates
  • hardware
    • Ago
    • Washington
    • Engineering
    • Needed
    • Seattle
    • Wennberg
    • Time
    • University
    • Years
    • Traf-o-data
    • Computer
    • Paul

Connections between topic areas Semantic bridges

For Traf-O-Data, one of the stronger structural bridges in this analysis connects Traf-O-Data with Hardware. Bridges highlight paths between different parts of the map and can reveal research angles that are easy to miss in a flat list.

Min side: 3
Traf-O-DataHardware · splits 12 ⟂ 9
Traf-O-DataHistory · splits 15 ⟂ 6
Traf-O-DataOverview · splits 16 ⟂ 5

Map overview Semantic statistics

Traf-O-Data

Nodes21
Edges20
Triples26
Avg. degree1.9
Density0.095238
Components1

Source & methodology

TTTA analyzes the structure around Traf-O-Data to surface related topics, entities, relationships, concept neighborhoods and bridge connections. Use the map to explore areas such as History, Companies, Art & Technology, including less central topics that may reveal useful research gaps. Automatically extracted connections are research leads rather than rewritten encyclopedia content.

Source: Wikipedia — Traf-O-Data · EN edition · Analysis: TopicsToTalkAbout

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